Stable bin packing of non-convex 3D objects with a robot manipulator
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Abstract (arXiv)
Recent progress in the field of robotic manipulation has generated interest in fully automatic object packing in warehouses. This paper proposes a formulation of the packing problem that is tailored to the automated warehousing domain. Besides minimizing waste space inside a container, the problem requires stability of the object pile during packing and the feasibility of the robot motion executing the placement plans. To address this problem, a set of constraints are formulated, and a constructive packing pipeline is proposed to solve for these constraints. The pipeline is able to pack geometrically complex, non-convex objects with stability while satisfying robot constraints. In particular, a new 3D positioning heuristic called Heightmap-Minimization heuristic is proposed, and heightmaps are used to speed up the search. Experimental evaluation of the method is conducted with a realistic physical simulator on a dataset of scanned real-world items, demonstrating stable and high-quality packing plans compared with other 3D packing methods.
Key facts. Cited by 18 papers in the map (data through 7 Oct 2026). First posted on arXiv 10 Dec 2018.
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Citing papers per year: 2021: 1; 2022: 4; 2023: 6; 2024: 3; 2025: 3; 2026: 1.
18 papers.
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- 2021O2O-Afford: Annotation-Free Large-Scale Object-Object Affordance Learningcited by 46
- 2022Neural Shape Mating: Self-Supervised Object Assembly with Adversarial Shape Priorscited by 42
- 2023Compositional Diffusion-Based Continuous Constraint Solverscited by 39
- 2024Learning Generalizable Feature Fields for Mobile Manipulationcited by 31
- 2022Learning Physically Realizable Skills for Online Packing of General 3D Shapescited by 12
- 2023Adjustable Robust Reinforcement Learning for Online 3D Bin Packingcited by 9
- 20243D Geometric Shape Assembly via Efficient Point Cloud Matchingcited by 8
- 2022Planning Irregular Object Packing via Hierarchical Reinforcement Learningcited by 7
- 2025Deliberate Planning of 3D Bin Packing on Packing Configuration Treescited by 4
- 2023Learning Gradient Fields for Scalable and Generalizable Irregular Packingcited by 3
- 2023Neural Packing: from Visual Sensing to Reinforcement Learningcited by 3
- 2023Machine Learning for the Multi-Dimensional Bin Packing Problem: Literature Review and Empirical Evaluationcited by 3
6 more
- 2024GOPT: Generalizable Online 3D Bin Packing via Transformer-based Deep Reinforcement Learningcited by 3
- 2023Convolutional Occupancy Models for Dense Packing of Complex, Novel Objectscited by 2
- 2022Robotic Learning the Sequence of Packing Irregular Objects from Human Demonstrationscited by 0
- 2025Low Resolution Next Best View for Robot Packingcited by 0
- 2025OPA-Pack: Object-Property-Aware Robotic Bin Packingcited by 0
- 2026Effective Online 3D Bin Packing with Lookahead Parcels Using Monte Carlo Tree Searchcited by 0
- 2026Effective Online 3D Bin Packing with Lookahead Parcels Using Monte Carlo Tree Search6 Jan 2026
- 2025OPA-Pack: Object-Property-Aware Robotic Bin Packing19 May 2025
- 2025Low Resolution Next Best View for Robot Packing7 May 2025
- 2025Deliberate Planning of 3D Bin Packing on Packing Configuration Trees6 Apr 2025
- 2024GOPT: Generalizable Online 3D Bin Packing via Transformer-based Deep Reinforcement Learning9 Sep 2024
- 20243D Geometric Shape Assembly via Efficient Point Cloud Matching15 Jul 2024
- 2024Learning Generalizable Feature Fields for Mobile Manipulation12 Mar 2024
- 2023Machine Learning for the Multi-Dimensional Bin Packing Problem: Literature Review and Empirical Evaluation13 Dec 2023
- 2023Learning Gradient Fields for Scalable and Generalizable Irregular Packing18 Oct 2023
- 2023Neural Packing: from Visual Sensing to Reinforcement Learning17 Oct 2023
- 2023Adjustable Robust Reinforcement Learning for Online 3D Bin Packing6 Oct 2023
- 2023Compositional Diffusion-Based Continuous Constraint Solvers2 Sep 2023
6 more
- 2023Convolutional Occupancy Models for Dense Packing of Complex, Novel Objects31 Jul 2023
- 2022Learning Physically Realizable Skills for Online Packing of General 3D Shapes5 Dec 2022
- 2022Planning Irregular Object Packing via Hierarchical Reinforcement Learning17 Nov 2022
- 2022Robotic Learning the Sequence of Packing Irregular Objects from Human Demonstrations4 Oct 2022
- 2022Neural Shape Mating: Self-Supervised Object Assembly with Adversarial Shape Priors30 May 2022
- 2021O2O-Afford: Annotation-Free Large-Scale Object-Object Affordance Learning29 Jun 2021
- 2021O2O-Afford: Annotation-Free Large-Scale Object-Object Affordance Learningcited by 46
- 2022Neural Shape Mating: Self-Supervised Object Assembly with Adversarial Shape Priorscited by 42
- 2023Compositional Diffusion-Based Continuous Constraint Solverscited by 39
- 2024Learning Generalizable Feature Fields for Mobile Manipulationcited by 31
- 2022Learning Physically Realizable Skills for Online Packing of General 3D Shapescited by 12
- 2023Adjustable Robust Reinforcement Learning for Online 3D Bin Packingcited by 9
- 20243D Geometric Shape Assembly via Efficient Point Cloud Matchingcited by 8
- 2022Planning Irregular Object Packing via Hierarchical Reinforcement Learningcited by 7
- 2025Deliberate Planning of 3D Bin Packing on Packing Configuration Treescited by 4
- 2023Learning Gradient Fields for Scalable and Generalizable Irregular Packingcited by 3
- 2023Neural Packing: from Visual Sensing to Reinforcement Learningcited by 3
- 2023Machine Learning for the Multi-Dimensional Bin Packing Problem: Literature Review and Empirical Evaluationcited by 3
12 most cited of 18 All 18 (JSON)
- 2026Effective Online 3D Bin Packing with Lookahead Parcels Using Monte Carlo Tree Search6 Jan 2026
- 2025OPA-Pack: Object-Property-Aware Robotic Bin Packing19 May 2025
- 2025Low Resolution Next Best View for Robot Packing7 May 2025
- 2025Deliberate Planning of 3D Bin Packing on Packing Configuration Trees6 Apr 2025
- 2024GOPT: Generalizable Online 3D Bin Packing via Transformer-based Deep Reinforcement Learning9 Sep 2024
- 20243D Geometric Shape Assembly via Efficient Point Cloud Matching15 Jul 2024
- 2024Learning Generalizable Feature Fields for Mobile Manipulation12 Mar 2024
- 2023Machine Learning for the Multi-Dimensional Bin Packing Problem: Literature Review and Empirical Evaluation13 Dec 2023
- 2023Learning Gradient Fields for Scalable and Generalizable Irregular Packing18 Oct 2023
- 2023Neural Packing: from Visual Sensing to Reinforcement Learning17 Oct 2023
- 2023Adjustable Robust Reinforcement Learning for Online 3D Bin Packing6 Oct 2023
- 2023Compositional Diffusion-Based Continuous Constraint Solvers2 Sep 2023
12 newest of 18 All 18 (JSON)